Research Article
A Novel Approach for Detecting DGA-Based Botnets in DNS Queries Using Machine Learning Techniques
Table 4
Comparison of different algorithms without PCA feature.
| | Name algorithms | predicted_dga actual_dga | predicted_dga actual_legit | predicted_legit actual_dga | predicted_legit actual_legit |
| | Decision tree | 23060 (92.5%) | 1879 (7.5%) | 1541 (6.2%) | 23443 (93.8%) | | Random forest | 22741 (91.7%) | 2066 (8.3%) | 1587 (6.4%) | 23378 (93.6%) | | SVM | 22362 (89.7%) | 2555 (10.3%) | 1885 (7.5%) | 23299 (92.5%) | | Logistic regression | 22381 (89.3%) | 2694 (10.7%) | 2753 (11%) | 22362 (89%) |
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